In [2]:
import pandas as pd
import numpy as np
from sklearn.ensemble import RandomForestRegressor
from sklearn.model_selection import train_test_split, GridSearchCV
from sklearn.metrics import mean_squared_error, r2_score
import matplotlib.pyplot as plt
from scipy.stats import linregress
def clean_target(value):
if value in ['xx', 'xx', 'xx']:
return np.nan
try:
return float(value)
except ValueError:
return np.nan
data = pd.read_csv('/path/to/one_hot_encoded_data_ML_FZA_y2.csv')
data['y2'] = data['y2'].apply(clean_target)
data = data.dropna(subset=['y2'])
data = data.apply(pd.to_numeric, errors='coerce')
data.fillna(data.mean(), inplace=True)
X = data.drop(columns=['y2'])
y = data['y2']
X_train, X_test, y_train, y_test = train_test_split(
X, y,
test_size=0.3,
random_state=42
)
param_grid = {
'n_estimators': [100, 200, 500],
'max_depth': [10, 20, None],
'min_samples_split': [2, 5, 10],
'min_samples_leaf': [1, 2, 4]
}
grid_search = GridSearchCV(
RandomForestRegressor(random_state=42),
param_grid,
cv=5,
scoring='neg_mean_squared_error',
verbose=2,
n_jobs=-1
)
grid_search.fit(X_train, y_train)
best_model = grid_search.best_estimator_
print("Best Parameters:", grid_search.best_params_)
y_train_pred = best_model.predict(X_train)
y_test_pred = best_model.predict(X_test)
all_actual = np.concatenate([y_train, y_test])
all_predicted = np.concatenate([y_train_pred, y_test_pred])
r2 = r2_score(all_actual, all_predicted)
rmse = mean_squared_error(all_actual, all_predicted, squared=False)
print(f"R²: {r2:.3f}")
print(f"RMSE: {rmse:.3f}")
slope, intercept, r_value, _, _ = linregress(all_actual, all_predicted)
plt.figure(figsize=(4, 3), dpi=800)
plt.scatter(all_actual, all_predicted, alpha=0.7, color='green', label='Data points')
plt.plot(
[all_actual.min(), all_actual.max()],
[all_actual.min(), all_actual.max()],
color='gray', linestyle='--', label='Perfect prediction'
)
metrics_text = (
f"$R^2$: {r2:.3f}\n"
f"RMSE: {rmse:.3f}\n"
f"Slope: {slope:.3f}\n"
f"Pearson r: {r_value:.3f}"
)
plt.gca().text(
0.96, 0.05, metrics_text, transform=plt.gca().transAxes, fontsize=6,
verticalalignment='bottom', horizontalalignment='right',
bbox=dict(boxstyle='round,pad=0.5', edgecolor='black', facecolor='white')
)
plt.xlabel('Actual Yield (%)', fontsize=10)
plt.ylabel('Predicted Yield (%)', fontsize=10)
plt.tight_layout()
plt.show()
Fitting 5 folds for each of 81 candidates, totalling 405 fits
Best Parameters: {'max_depth': 20, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 100}
R²: 0.724
RMSE: 10.397
/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'. warnings.warn(
In [8]:
import pandas as pd
import numpy as np
from sklearn.ensemble import RandomForestRegressor
from sklearn.model_selection import train_test_split, GridSearchCV
from sklearn.metrics import mean_squared_error, r2_score
import matplotlib.pyplot as plt
from scipy.stats import linregress
def clean_target(value):
if value in ['xx', 'xx', 'xx']:
return np.nan
try:
return float(value)
except ValueError:
return np.nan
data = pd.read_csv('/Users/fizza/path/to/ML_FZA_y2.csv')
data['y2'] = data['y2'].apply(clean_target)
data = data.dropna(subset=['y2'])
data = data.apply(pd.to_numeric, errors='coerce')
data.fillna(data.mean(), inplace=True)
X = data.drop(columns=['y2'])
y = data['y2']
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)
param_grid = {
'n_estimators': [100, 200, 500],
'max_depth': [10, 20, None],
'min_samples_split': [2, 5, 10],
'min_samples_leaf': [1, 2, 4]
}
grid_search = GridSearchCV(
RandomForestRegressor(random_state=42),
param_grid,
cv=5,
scoring='neg_mean_squared_error',
verbose=2,
n_jobs=-1
)
grid_search.fit(X_train, y_train)
best_model = grid_search.best_estimator_
print("Best Parameters:", grid_search.best_params_)
y_train_pred = best_model.predict(X_train)
y_test_pred = best_model.predict(X_test)
r2_train = r2_score(y_train, y_train_pred)
rmse_train = np.sqrt(mean_squared_error(y_train, y_train_pred))
rmse_test = np.sqrt(mean_squared_error(y_test, y_test_pred))
plt.figure(figsize=(6, 4), dpi=300)
plt.scatter(y_train, y_train_pred, c='blue', alpha=0.6, label=f'Training (R² = {r2_train:.2f})')
plt.scatter(y_test, y_test_pred, c='red', alpha=0.6, label=f'Testing (R² = {r2_test:.2f})')
min_val = min(y.min(), y_train_pred.min(), y_test_pred.min())
max_val = max(y.max(), y_train_pred.max(), y_test_pred.max())
plt.plot([min_val, max_val], [min_val, max_val], linestyle='--', color='gray', label='prediction')
plt.xlabel('Actual Yield (%)', fontsize=10)
plt.ylabel('Predicted Yield (%)', fontsize=10)
plt.title('Actual vs Predicted Yield')
plt.legend(loc='best')
plt.tight_layout()
plt.show()
Fitting 5 folds for each of 81 candidates, totalling 405 fits
Best Parameters: {'max_depth': 20, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 100}
[CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.0s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.0s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.2s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.4s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.0s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.0s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.4s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.4s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.4s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.4s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.0s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.2s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=10, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.4s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.2s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=10, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=1, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=2, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.0s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=10, min_samples_leaf=4, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=2, n_estimators=500; total time= 0.4s [CV] END max_depth=20, min_samples_leaf=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.0s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=20, min_samples_leaf=4, min_samples_split=2, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=5, n_estimators=200; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=1, min_samples_split=10, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=2, min_samples_split=10, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.3s [CV] END max_depth=None, min_samples_leaf=4, min_samples_split=5, n_estimators=500; total time= 0.2s
In [5]:
import seaborn as sns
sns.set(style="whitegrid", font_scale=1.2)
plt.figure(figsize=(5, 4), dpi=600)
plt.scatter(y_train, y_train_pred, color='#1f77b4', edgecolor='k', alpha=0.6, label=f'Training (R² = {r2_train:.2f})')
plt.scatter(y_test, y_test_pred, color='#d62728', edgecolor='k', alpha=0.6, label=f'Testing (R² = {r2_test:.2f})')
min_val = min(y.min(), y_train_pred.min(), y_test_pred.min())
max_val = max(y.max(), y_train_pred.max(), y_test_pred.max())
plt.plot([min_val, max_val], [min_val, max_val], linestyle='--', color='gray', linewidth=1, label='Ideal Fit')
plt.xlabel('Actual Yield (%)', fontsize=12)
plt.ylabel('Predicted Yield (%)', fontsize=12)
plt.title('Actual vs Predicted Yield', fontsize=11)
plt.xlim(min_val - 2, max_val + 2)
plt.ylim(min_val - 2, max_val + 2)
plt.xlim(10, 100)
plt.ylim(10, 100)
# Grid and legend
plt.grid(True, linestyle='--', linewidth=0.5, alpha=0.7)
plt.legend(frameon=True, fontsize=10, loc='lower right')
plt.tight_layout()
plt.show()
In [11]:
import joblib
path = "/path/to/hybrid_model_config.pkl"
hybrid_info = joblib.load(path)
# Show metrics
print(f"Optimal RF Weight: {hybrid_info['rf_weight']:.2f}")
print(f"Optimal XGB Weight: {hybrid_info['xgb_weight']:.2f}")
print(f"R²: {hybrid_info['r2']:.4f}")
print(f"RMSE: {hybrid_info['rmse']:.2f}")
print(f"Pearson r: {hybrid_info['pearson_r']:.4f}")
Optimal RF Weight: 0.62 Optimal XGB Weight: 0.38 R²: 0.9582 RMSE: 3.00 Pearson r: 0.9794
In [12]:
import pandas as pd
import numpy as np
import joblib
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.metrics import r2_score, mean_squared_error
from scipy.stats import pearsonr
#
font_size = 15
xlim = (0, 100)
ylim = (0, 100)
max_points = 800
file_path = '/Users/fizza/path/to/Gly-data y2.csv'
df = pd.read_csv(file_path)
target_col = 'y2'
base_yield_series = pd.to_numeric(df[target_col], errors='coerce')
df = df.loc[base_yield_series.dropna().index]
base_yield = base_yield_series.dropna().values
feature_cols = df.columns.drop(target_col)
X = df[feature_cols]
rf_model = joblib.load('/Users/fizza/path/to/random_forest_model.pkl')
xgb_model = joblib.load('/Users/fizza/path/to/xgboost_model.pkl')
ridge_model = joblib.load('/Users/fizza/path/to/ridge_model.pkl')
lasso_model = joblib.load('/Users/fizza/path/to/lasso_model.pkl')
catboost_model = joblib.load('/Users/fizza/path/to/catboost_model.pkl')
gb_model = joblib.load('/Users/fizza/path/to/gradient_boosting_model.pkl')
svr_model = joblib.load('/Users/fizza/path/to/svr_model.pkl')
dt_model = joblib.load('/Users/fizza/path/to/decision_tree_model.pkl')
ada_model = joblib.load('/Users/fizza/path/to/adaboost_model.pkl')
rf_pred_yield = rf_model.predict(X)
xgb_pred_yield = xgb_model.predict(X)
ridge_pred_yield = ridge_model.predict(X)
lasso_pred_yield = lasso_model.predict(X)
catboost_pred_yield = catboost_model.predict(X)
gb_pred_yield = gb_model.predict(X)
svr_pred_yield = svr_model.predict(X)
dt_pred_yield = dt_model.predict(X)
ada_pred_yield = ada_model.predict(X)
best_w = 0.7
best_hybrid = best_w * rf_pred_yield + (1 - best_w) * xgb_pred_yield
predictions_yield = {
'Hybrid Model': best_hybrid,
'Random Forest': rf_pred_yield,
'XGBoost': xgb_pred_yield,
'CatBoost': catboost_pred_yield,
'Gradient Boosting': gb_pred_yield,
'Ridge Regression': ridge_pred_yield,
'Lasso Regression': lasso_pred_yield,
'Support Vector Regressor': svr_pred_yield,
'Decision Tree': dt_pred_yield,
'AdaBoost': ada_pred_yield,
}
df_yield = pd.DataFrame({'Actual': base_yield, **predictions_yield})
r2_scores = {model: r2_score(df_yield['Actual'], df_yield[model]) for model in predictions_yield}
sorted_models = sorted(predictions_yield.keys(), key=lambda m: r2_scores[m], reverse=True)
colors = sns.color_palette("husl", len(sorted_models))
fig, axes = plt.subplots(2, 5, figsize=(23, 7), dpi=800)
axes = axes.flatten()
for ax, model, color in zip(axes, sorted_models, colors):
r2 = r2_scores[model]
n_points = min(max_points, int((r2 ** 2) * max_points), len(df_yield))
sub_df = df_yield[['Actual', model]].sample(n=n_points, random_state=42)
pred = sub_df[model]
actual = sub_df['Actual']
rmse = mean_squared_error(actual, pred, squared=False)
r, _ = pearsonr(actual, pred)
sns.regplot(
x=actual, y=pred, ax=ax,
scatter_kws={'alpha': 0.7, 'color': color, 's': 25, 'edgecolor': 'black', 'linewidths': 0.3},
line_kws={'color': 'black', 'linestyle': '--'}, truncate=False
)
ax.plot(xlim, ylim, 'k--', lw=0.8)
ax.set_xlim(*xlim)
ax.set_ylim(*ylim)
ax.set_title(f"{model}", fontsize=font_size + 2, fontweight='bold')
ax.tick_params(labelsize=font_size - 0.01)
ax.set_xlabel("")
ax.set_ylabel("")
if model == "Hybrid Model":
ax.text(
0.95, 0.05,
f"$\\bf{{R^2 = {r2:.2f}}}$\\n$\\bf{{RMSE = {rmse:.2f}}}$\\n$\\bf{{Pearson\\'s\\ r = {r:.2f}}}$",
transform=ax.transAxes,
fontsize=font_size - 0.5,
verticalalignment='bottom',
horizontalalignment='right',
bbox=dict(boxstyle="round", facecolor="white", edgecolor='gray', alpha=0.85),
fontweight='bold',
fontname='Arial'
)
else:
ax.text(
0.95, 0.05,
f"$R^2$ = {r2:.2f}\\nRMSE = {rmse:.2f}\\nPearson's r = {r:.2f}",
transform=ax.transAxes,
fontsize=font_size - 0.5,
verticalalignment='bottom',
horizontalalignment='right',
bbox=dict(boxstyle="round", facecolor="white", edgecolor='gray', alpha=0.85)
)
fig.text(0.525, 0.01, "Observed Yield (%)", ha='center', fontsize=font_size + 8, fontweight='bold')
fig.text(0.04, 0.55, "Predicted Yield (%)", va='center', rotation='vertical', fontsize=font_size + 8, fontweight='bold')
plt.subplots_adjust(left=0.08, bottom=0.10, right=0.97, top=0.94, wspace=0.16, hspace=0.27)
plt.savefig("path/to/yield_scatter.png", dpi=800)
plt.show()
/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'. warnings.warn( /opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'. warnings.warn( /opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'. warnings.warn( /opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'. warnings.warn( /opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'. warnings.warn( /opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'. warnings.warn( /opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'. warnings.warn( /opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'. warnings.warn( /opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'. warnings.warn( /opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'. warnings.warn( /opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'. warnings.warn(
